Glimpse & summary data
glimpse(data.working)
Observations: 1,979,433
Variables: 40
$ Name <fct> Tucker Sanders, Xander Womack, Michael Womack III, Logan McCurley, Emily Jondron, Harley Sanders, Chris Sanders, Larry Cox,...
$ Sex <fct> M, M, M, M, F, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, M, F, F, F, F, F, F, F, F, F, F, M, F, F, F, F, ...
$ Event <fct> B, B, B, B, B, B, B, B, B, B, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD, SBD...
$ Equipment <fct> Single-ply, Single-ply, Single-ply, Single-ply, Single-ply, Multi-ply, Multi-ply, Multi-ply, Multi-ply, Multi-ply, Wraps, W...
$ Age <dbl> 15.0, 14.0, 16.0, 16.0, 21.0, 16.0, 42.0, 42.0, 44.0, 26.0, NA, 27.5, 32.5, NA, NA, 14.0, NA, 24.0, NA, 38.5, NA, NA, NA, N...
$ AgeClass <fct> 13-15, 13-15, 16-17, 16-17, 20-23, 16-17, 40-44, 40-44, 40-44, 24-34, , 24-34, 24-34, , , 13-15, , 24-34, , 35-39, , , , , ...
$ BirthYearClass <fct> 14-18, 14-18, 14-18, 14-18, 19-23, 14-18, 40-49, 40-49, 40-49, 24-39, , 24-39, 24-39, , , 14-18, , 24-39, , , , , , , , 24-...
$ Division <fct> Teen 14-15, Teen 14-15, Teen 16-17, Teen 16-17, Juniors 20-25, Open, Masters 40-46, Masters 40-46, Masters 40-46, Open, Ope...
$ BodyweightKg <dbl> 52.0, 100.0, 67.5, 75.0, 90.0, 75.0, 82.5, 90.0, 90.0, NA, 67.5, 82.5, 82.5, 90.0, 90.0, 90.0, 100.0, 110.0, 110.0, 110.0, ...
$ WeightClassKg <fct> 52, 100, 67.5, 75, 90, 75, 82.5, 90, 90, 140+, 67.5, 82.5, 82.5, 90, 90, 90, 100, 110, 110, 110, 110, 110, 125, 140, 140, 1...
$ Squat1Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Squat2Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Squat3Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Squat4Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Best3SquatKg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 136.08, 195.04, 183.70, 188.24, 165.56, 179.17, 260.82, 288.03, 249.48, 226.80, 179...
$ Bench1Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Bench2Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Bench3Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Bench4Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Best3BenchKg <dbl> 85.00, 162.50, 110.00, 117.50, 160.00, 250.00, 165.00, 305.00, 350.00, 272.50, 72.57, 138.35, 111.13, 115.67, 92.99, NA, NA...
$ Deadlift1Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Deadlift2Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Deadlift3Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Deadlift4Kg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,...
$ Best3DeadliftKg <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 183.70, 249.48, 215.46, 208.65, 174.63, 210.92, 306.17, 317.51, 265.35, 226.80, 238...
$ TotalKg <dbl> 85.00, 162.50, 110.00, 117.50, 160.00, 250.00, 165.00, 305.00, 350.00, 272.50, 392.36, 582.87, 510.29, 512.56, 433.18, NA, ...
$ Place <fct> 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, DQ, DQ, 1, 2, 3, 4, 5, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2...
$ Dots <dbl> 81.41, 100.02, 84.78, 84.30, 142.64, 179.36, 111.77, 197.21, 226.31, NA, 302.41, 394.83, 345.67, 331.42, 280.09, NA, NA, 45...
$ Wilks <dbl> 83.41, 98.90, 84.81, 83.73, 138.25, 178.14, 110.53, 194.71, 223.44, NA, 302.52, 390.47, 341.85, 327.22, 276.54, NA, NA, 452...
$ Glossbrenner <dbl> 82.14, 94.46, 82.33, 80.90, 120.17, 172.13, 106.36, 186.61, 214.14, NA, 293.65, 375.71, 328.92, 313.60, 265.04, NA, NA, 432...
$ Goodlift <dbl> 49.90, 51.67, 46.65, 45.24, 81.45, 96.25, 58.98, 102.89, 118.07, NA, 60.44, 80.93, 70.85, 68.14, 57.59, NA, NA, 92.91, 81.4...
$ Tested <fct> , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,
$ Country <fct> USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, , , , USA, , , USA, , USA, , , USA, , , USA, , , , , USA, USA, , USA...
$ Federation <fct> USABPA, USABPA, USABPA, USABPA, USABPA, USABPA, USABPA, USABPA, USABPA, USABPA, USSports, USSports, USSports, USSports, USS...
$ ParentFederation <fct> , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , WPC, WPC, WPC, WPC, WPC, WPC, WPC, WPC, WPC, WPC,...
$ Date <fct> 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 2019-04-06, 201...
$ MeetCountry <fct> USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA, USA...
$ MeetState <fct> TX, TX, TX, TX, TX, TX, TX, TX, TX, TX, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS, KS,...
$ MeetTown <fct> Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Ft. Worth, Olathe, Olath...
$ MeetName <fct> Ronnie Coleman Classic, Ronnie Coleman Classic, Ronnie Coleman Classic, Ronnie Coleman Classic, Ronnie Coleman Classic, Ron...
summary(data.working)
Name Sex Event Equipment Age AgeClass BirthYearClass
Magomedamin Israpilov: 280 F : 489558 B : 396980 Multi-ply : 100775 Min. : 0.0 :665835 :810965
Alan Aerts : 245 M :1489859 BD : 37648 Raw : 701877 1st Qu.:21.0 24-34 :368171 24-39 :459291
Erik Rasmussen : 198 Mx: 16 D : 99502 Single-ply:1042117 Median :28.0 20-23 :203487 19-23 :226558
Sverre Paulsen : 197 S : 8001 Straps : 40 Mean :31.4 18-19 :173540 40-49 :177118
Bonnie Aerts : 196 SB : 2642 Wraps : 134624 3rd Qu.:39.5 16-17 :124271 14-18 :159371
Gordon Santee : 168 SBD:1433116 Max. :98.0 35-39 :101251 50-59 : 90857
(Other) :1978149 SD : 1544 NA's :865345 (Other):342878 (Other): 55273
Division BodyweightKg WeightClassKg Squat1Kg Squat2Kg Squat3Kg Squat4Kg Best3SquatKg
Open :556409 Min. : 15.10 90 : 154501 Min. :-555.0 Min. :-580.0 Min. :-600.5 Min. :-550.0 Min. :-477.5
Boys :310096 1st Qu.: 67.00 75 : 144951 1st Qu.: 87.5 1st Qu.: 70.0 1st Qu.:-162.5 1st Qu.:-110.0 1st Qu.: 122.5
Girls :141942 Median : 81.92 100 : 142517 Median : 145.0 Median : 145.0 Median : 110.0 Median : 130.0 Median : 170.0
Juniors : 66814 Mean : 84.11 82.5 : 135372 Mean : 113.0 Mean : 92.4 Mean : 31.7 Mean : 68.9 Mean : 175.1
MR-O : 39502 3rd Qu.: 99.00 110 : 103187 3rd Qu.: 200.0 3rd Qu.: 205.0 3rd Qu.: 192.5 3rd Qu.: 201.0 3rd Qu.: 220.0
Amateur Open: 37595 Max. :260.20 67.5 : 101103 Max. : 555.0 Max. : 577.5 Max. : 560.0 Max. : 505.5 Max. : 580.0
(Other) :827075 NA's :27067 (Other):1197802 NA's :1498188 NA's :1503907 NA's :1517871 NA's :1974491 NA's :605421
Bench1Kg Bench2Kg Bench3Kg Bench4Kg Best3BenchKg Deadlift1Kg Deadlift2Kg Deadlift3Kg
Min. :-502.5 Min. :-575.0 Min. :-575.0 Min. :-500.0 Min. :-522.5 Min. :-461.0 Min. :-470.0 Min. :-587.5
1st Qu.: 56.7 1st Qu.: -50.0 1st Qu.:-137.5 1st Qu.:-128.0 1st Qu.: 75.0 1st Qu.: 125.0 1st Qu.: 115.0 1st Qu.:-207.5
Median : 105.0 Median : 95.0 Median : -60.0 Median : 75.0 Median : 115.0 Median : 180.0 Median : 177.5 Median : 117.5
Mean : 83.7 Mean : 55.2 Mean : -18.2 Mean : 22.2 Mean : 118.2 Mean : 160.9 Mean : 130.1 Mean : 15.2
3rd Qu.: 145.0 3rd Qu.: 145.0 3rd Qu.: 117.5 3rd Qu.: 156.2 3rd Qu.: 152.5 3rd Qu.: 225.0 3rd Qu.: 230.0 3rd Qu.: 205.0
Max. : 467.5 Max. : 487.5 Max. : 478.5 Max. : 487.6 Max. : 488.5 Max. : 450.0 Max. : 460.4 Max. : 457.5
NA's :1241513 NA's :1250750 NA's :1273724 NA's :1966266 NA's :227920 NA's :1444994 NA's :1455794 NA's :1479964
Deadlift4Kg Best3DeadliftKg TotalKg Place Dots Wilks Glossbrenner Goodlift Tested
Min. :-461.0 Min. :-410.0 Min. : 1.0 1 :768392 Min. : 0.68 Min. : 0.67 Min. : 0.64 Min. : 0.50 : 526427
1st Qu.:-117.5 1st Qu.: 140.0 1st Qu.: 217.7 2 :303634 1st Qu.:167.30 1st Qu.:166.56 1st Qu.:156.78 1st Qu.: 51.98 Yes:1453006
Median : 143.0 Median : 188.2 Median : 369.7 3 :189861 Median :303.25 Median :302.34 Median :282.75 Median : 63.31
Mean : 75.4 Mean : 189.1 Mean : 388.8 DQ :134073 Mean :283.48 Mean :282.47 Mean :266.23 Mean : 63.77
3rd Qu.: 208.5 3rd Qu.: 235.0 3rd Qu.: 540.0 4 :131489 3rd Qu.:375.80 3rd Qu.:374.24 3rd Qu.:354.59 3rd Qu.: 75.01
Max. : 440.5 Max. : 460.4 Max. :1407.5 5 : 96919 Max. :795.22 Max. :793.33 Max. :756.90 Max. :146.49
NA's :1966724 NA's :515012 NA's :146611 (Other):355065 NA's :163883 NA's :163883 NA's :163883 NA's :305726
Country Federation ParentFederation Date MeetCountry MeetState MeetTown
:1028206 THSPA : 321715 IPF :813960 2018-02-17: 7109 USA :1138766 :572622 : 257810
USA : 478414 USAPL : 156312 :770470 2017-02-18: 7080 Russia : 196552 TX :519344 Moscow : 35323
Russia : 90091 THSWPA : 143196 WPC :120048 2017-01-21: 6567 Canada : 56975 CA : 68596 Las Vegas : 25234
Canada : 50964 USPF : 116369 IPL :120046 2019-01-19: 6566 Ukraine : 53622 FL : 41238 St. Petersburg: 14927
Ukraine: 31010 USPA : 104557 GPC : 35876 2019-02-16: 6479 Australia: 48032 PA : 39846 Yekaterinburg : 10952
Germany: 27235 FPR : 75021 WRPF : 30766 2019-02-09: 6392 Germany : 39643 MOW : 38001 Columbus : 9524
(Other): 273513 (Other):1062263 (Other): 88267 (Other) :1939240 (Other) : 445843 (Other):699786 (Other) :1625663
MeetName
World Championships : 52564
European Championships: 20634
World Cup : 12953
Nationals : 9913
Raw Nationals : 8177
High School Nationals : 7918
(Other) :1867274
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